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A Guide to AI Testing: Moving from Scripted to Autonomous (2026)

https://mechasm.ai/blog/the-ultimate-guide-to-ai-testing
1•sleepless02•1d ago

Comments

sleepless02•1d ago
I just published the 2026 Edition of The Ultimate Guide to AI Testing.

Software testing is undergoing its most significant transformation since the invention of Selenium in 2004. For twenty years, we moved from manual, error-prone clicking to brittle, script-based automation. In 2026, that script has flipped.

I wrote this guide because the "Maintenance Trap" is killing engineering velocity. When teams spend 40% of their time fixing broken tests instead of building new features, the system is broken.

This guide covers the shift from Automated Testing to Autonomous Testing.

Key sections include:

• How Agentic AI is replacing legacy script maintenance.

• The 5 core capabilities of a modern AI test platform.

• Why teams are seeing a 70% reduction in maintenance time.

• How to transition your QA team into Quality Architects.

If you are still wrestling with flaky tests and hardcoded waits, this is for you.

Code review of vibe coded HTML parser translations

https://felix.dognebula.com/art/html-parsers-in-portland.html
1•nicoburns•53s ago•0 comments

The Berry That Ferments Itself

https://fruitwine.substack.com/p/the-berry-that-ferments-itself
1•djrivard•4m ago•0 comments

Show HN: CallMe – Minimal plugin that lets Claude Code call you on the phone

https://github.com/ZeframLou/call-me
1•zefram_l•4m ago•0 comments

Show HN: Fast (0.5 GB/SEC) dedup utility for the era of LLMs written in C23

https://github.com/ThirdLetterC/corpus-dedup
1•yehors•5m ago•0 comments

Ask HN: Why isn't AI spawning profitable indie games?

1•eveningsun•5m ago•0 comments

Taming the Tart: Malolactic Fermentation Strategies for Superfruit Wines

https://fruitwine.substack.com/p/taming-the-tart-malolactic-fermentation
1•djrivard•5m ago•0 comments

The Tailwind Debacle

https://njump.me/naddr1qqtk7m3dw35x2tt5v95kcamfdejz6er9vfskxmr9qgsvhgf6d6s4qykqn9qfykf5tu6vw6smnd...
1•andunie•5m ago•0 comments

Why I Left iNaturalist

https://kueda.net/blog/2026/01/06/why-i-left-inat/
1•erutuon•5m ago•0 comments

Writing an LLM from scratch, part 30 – digging into the LLM-as-a-judge results

https://www.gilesthomas.com/2026/01/20260109-llm-from-scratch-30-digging-into-llm-as-a-judge
1•gpjt•6m ago•0 comments

FFTW: Fastest Fourier Transform in the West

http://fftw.org/
1•Anon84•7m ago•0 comments

Researchers craft new recipe for groundbreaking alcohol studies

https://medicalxpress.com/news/2025-12-lab-rigor-real-life-craft.html
1•PaulHoule•8m ago•0 comments

Show HN: Fzf-navigator, a terminal file system navigator

https://github.com/benward2301/fzf-navigator
1•benward2301•10m ago•0 comments

Myths about Logitech Developer ID certificate expiration

https://lapcatsoftware.com/articles/2026/1/2.html
1•frizlab•11m ago•0 comments

Working memory for Claude Code – persistent context and multi-instance coord

https://github.com/GMaN1911/claude-cognitive
1•bochoh•14m ago•1 comments

Framework Lock: From 10-38 to Revolutionary

https://zenodo.org/records/18179143
1•andreguzzon•18m ago•1 comments

What's on HTTP?

https://whatsonhttp.com/
1•elixx•20m ago•1 comments

Tumblr removed from Apple App Store over abuse images (2018)

https://www.bbc.com/news/technology-46275138
45•dmschulman•25m ago•10 comments

NASA ends space mission early due to astronaut medical condition

https://www.bbc.com/news/articles/cd9e2y7nkv8o
1•DarkContinent•29m ago•0 comments

Jane Street's Ron Minsky on the Future of Programming (2023)

https://signalsandthreads.com/future-of-programming/
2•weinzierl•32m ago•0 comments

Iran Goes Dark as Government Cuts Itself Off from Internet

https://www.kentik.com/analysis/iran-goes-dark-as-government-cuts-itself-off-from-internet/
1•m-hodges•33m ago•1 comments

Scientists Create Robots Smaller Than a Grain of Sand

https://www.wsj.com/science/scientists-create-robots-smaller-than-a-grain-of-sand-c3081fd0
1•Bostonian•33m ago•1 comments

Securely sending query parameters in HTTP headers

https://github.com/dickhardt/redirect-headers
1•mooreds•35m ago•0 comments

Waymo getting a ticket. It drove off with the ticket on the windshield

https://old.reddit.com/r/Austin/comments/1q7t4e4/waymo_getting_a_ticket_while_i_was_inside_it/
2•m-hodges•37m ago•0 comments

iOS 26 Shows Unusually Slow Adoption Months After Release

https://www.macrumors.com/2026/01/08/ios-26-shows-unusually-slow-adoption/
3•latexr•41m ago•5 comments

Study casts doubt on potential for life on Europa

https://www.reuters.com/science/study-casts-doubt-potential-life-jupiters-moon-europa-2026-01-06/
3•paulpauper•42m ago•0 comments

AI #150: While Claude Codes

https://thezvi.substack.com/p/ai-150-while-claude-codes
1•paulpauper•43m ago•0 comments

Vegetarians, spam, spite programming, and drug names

https://dynomight.substack.com/p/shorts-7
1•paulpauper•44m ago•0 comments

My Daily Lesson in Hacker News Etiquette

1•jannesblobel•48m ago•2 comments

OrbitHQ turns SEO audits and analytics into actionable tasks

https://tryorbithq.com/
1•astralshard•48m ago•1 comments

Valve: Linux hit another all-time high

https://www.gamingonlinux.com/2026/01/valve-amended-the-steam-survey-for-december-2025-linux-actu...
3•sergiotapia•50m ago•1 comments